Fund Your AI Project with R&D Tax Credits
If your business develops or improves software, products or processes, some of the cost may qualify for the federal and state research and development tax credit. That can offset part of an AI project, and this page explains how to think about it.
Why this matters
The R&D credit rewards work that tries to resolve technical uncertainty through experimentation. Building a new AI-driven process can fit, depending on the facts. A CPA or enrolled agent decides whether it does. Many small businesses never consider the credit because they assume it is only for laboratories or large technology companies. In fact, the rules look at the nature of the work, not the size of the business or the industry, and some businesses that build or improve software, products or processes do qualify.
What this page is, and is not
This is general information to help you decide whether to ask a professional. It is not tax advice, and it does not say that any project of yours qualifies. The rules are detailed and change from time to time. Whether a particular AI project qualifies depends on what you are trying to do, what was uncertain, what you tried and what you can show. Only a licensed CPA or enrolled agent, who knows your facts and the current rules, can say. Please treat everything here as a prompt for that conversation.
Questions a CPA will ask
These come from the four-part test used for the credit.
- Is the work aimed at a new or improved product, process or software?
- Is there technical uncertainty about how to do it?
- Did the team test and refine, rather than just apply a known method?
- Can you show records of the work and its cost?
How a typical AI project might look against those questions
These are illustrations of the kinds of distinctions. Your adviser decides how they apply to you.
| Question | A project that may fit | A project that may not |
|---|---|---|
| New or improved? | A new matching process built for your own operations | Switching on a standard feature in software you bought |
| Technical uncertainty? | Unclear whether the approach would be accurate or fast enough | The method and result were known in advance |
| Experimentation? | Trying several approaches and measuring them | Following a standard set-up guide |
| Records? | Dated notes, test results and time records | Nothing written down |
A sensible way to approach it
- 1
Ask early
Mention the project to your CPA or enrolled agent before it starts, not after. They can tell you what to record.
- 2
Record as you go
Keep dated notes on what was uncertain, what you tried and what happened, along with who spent time on it.
- 3
Keep the costs
Track wages, contractor payments and supplies tied to the project.
- 4
Review at year end
Your adviser reviews the records and decides whether to claim, and how.
Keep records from day one
Good records are what make a claim hold up. Our R&D Tax Credit AI tools help capture documentation and costs as work happens, so the evidence is there at filing time. That does not mean you need our tools. A shared document, dated notes and a habit of writing things down can do much of the job. The principle is the same either way: record what was uncertain and what you tried while it is fresh, because reconstructing it later is slow and less convincing.
A worked example (illustrative)
This is an invented scenario with no figures. A small distribution company decides to build a tool that predicts which orders will be late. Nobody on the team is sure which signals will predict delays, so they try several approaches and measure each. A developer keeps short dated notes in the project folder, and the finance lead records who worked on it. At year end, the company's CPA reads the notes and considers whether the work meets the test. She may conclude that part of it does and part of it does not. Whatever she decides, she has evidence to work from. Without the notes, she would have had to guess.
State credits
Some states have their own research credits, and the rules differ from the federal credit and from each other. Coverage on this site is limited. If you operate in a state with a credit, ask your adviser, and check the state agency's own pages. Our state credit pages describe a few states in general terms and link to official sources.
How this connects to the cost of AI
The credit does not make AI free, and it is not a reason to spend. It may reduce the net cost of work that qualifies, after the fact, and only if the work meets the test and is documented. Plan your AI project on its own merits, and treat the credit as a possible benefit to confirm with your adviser, not as a funding source you can rely on in advance.
Tax credit questions
Does my AI project qualify?
We cannot say. A licensed CPA or enrolled agent decides, based on your facts and the current rules.
Do I need your tools to claim?
No. Good records are what matter. Our tools help capture them, but a careful manual routine can too.
Can I claim for software I buy?
Buying standard software is usually different from developing something new. Ask your adviser how the rules apply.
Is there a size limit?
The rules look at the work, not the size of the business. Some small businesses qualify. Ask your adviser.
Is this tax advice?
No. It is general information. Please speak to a licensed professional.
This page is general information. Whether any project qualifies depends on the facts and must be reviewed by a licensed CPA or enrolled agent. Estimates and drafts prepared by software are for review by a licensed CPA or enrolled agent. This is not tax advice.
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